{"id":"W2970882829","doi":"10.14778/3352063.3352146","title":"PNUTS to Sherpa","year":2019,"lang":"en","type":"article","venue":"Proceedings of the VLDB Endowment","topic":"Distributed systems and fault tolerance","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Cloud computing; Computer science; Operating system","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002930109,0.0006312766,0.0004479501,0.001101666,0.001650714,0.004163406,0.002464413,0.001291406,0.05715674],"category_scores_gemma":[0.01030007,0.0006193373,0.0006014323,0.001912337,0.002590443,0.009544611,0.006048755,0.004476679,0.01910808],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002071631,"about_ca_system_score_gemma":0.003324941,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01124441,"about_ca_topic_score_gemma":0.007442125,"domain_scores_codex":[0.9971318,0.0006418346,0.0001188209,0.0005570102,0.001124946,0.0004255364],"domain_scores_gemma":[0.9946571,0.001029089,0.0002365961,0.002274211,0.001144201,0.0006588029],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004807139,0.00009761948,0.001266678,0.0002744603,0.00002923768,0.0002615764,0.0006558964,0.002432115,0.002253409,0.3213943,0.3343387,0.3365153],"study_design_scores_gemma":[0.00005343618,0.00005929037,0.0003846048,0.0001083359,0.00001370385,0.0002232257,0.0002575091,0.004513705,0.001941531,0.0380368,0.9543762,0.00003173183],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.03324667,0.009089656,0.4090035,0.08236482,0.01327117,0.000336442,0.002696864,0.0631459,0.386845],"genre_scores_gemma":[0.2539445,0.0101842,0.2619002,0.03234097,0.006458567,0.0006386358,0.006401656,0.02271018,0.4054212],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.05715674,"threshold_uncertainty_score":0.1912084,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004162837849636569,"score_gpt":0.1913443463766426,"score_spread":0.1871815085270061,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}